Overview

Dataset Statistics

Number of Variables	12
Number of Rows	19158
Missing Cells	0
Missing Cells (%)	0.0%
Duplicate Rows	60
Duplicate Rows (%)	0.3%
Total Size in Memory	1.8 MB
Average Row Size in Memory	96.0 B
Variable Types	Numerical: 10 Categorical: 2

Dataset Insights

gender is skewed	Skewed
enrolled_university is skewed	Skewed
education_level is skewed	Skewed
major_discipline is skewed	Skewed
experience is skewed	Skewed
company_size is skewed	Skewed
company_type is skewed	Skewed
last_new_job is skewed	Skewed
city_development_index is skewed	Skewed
relevent_experience has constant length 3	Constant Length

target has constant length 3	Constant Length
gender has 1238 (6.46%) zeros	Zeros
enrolled_university has 3757 (19.61%) zeros	Zeros
education_level has 11598 (60.54%) zeros	Zeros
company_size has 1471 (7.68%) zeros	Zeros
last_new_job has 8040 (41.97%) zeros	Zeros

Variables

Sort by Reverse order

gender

numerical

Approximate Distinct Count	83
Approximate Unique (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	299.3 KB
Mean	0.9284
Minimum	0
Maximum	2
Zeros	1238
Zeros (%)	6.5%
Negatives	0
Negatives (%)	0.0%

gender is skewed left (γ1 = -2.0836)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	0
Q1	0.9401
Median	1
Q3	1
95-th Percentile	1
Maximum	2
Range	2
IQR	0.05986

Descriptive Statistics

Mean	0.9284
Standard Deviation	0.266
Variance	0.07073
Sum	17786.5845
Skewness	-2.0836
Kurtosis	9.2296
Coefficient of Variation	0.2865

gender is not normally distributed (p-value 2.1723614802920418e-23)

gender has 1429 outliers

relevent_experience

categorical

Approximate Distinct Count	2
Approximate Unique (%)	0.0%
Missing	0
Missing (%)	0.0%
Memory Size	1.2 MB

The largest value (0.0) is over 2.57 times larger than the second largest value (1.0)

Stats Pie Chart Word Cloud Word Frequency Word Length

Length

Mean	3
Standard Deviation	0
Median	3
Minimum	3
Maximum	3

Sample

1st row	0.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	0.0

Letter

Count	0
Lowercase Letter	0
Space Separator	0
Uppercase Letter	0
Dash Punctuation	0
Decimal Number	38316

The top 2 categories (0.0, 1.0) take over 50.0%

The largest value (00) is over 2.57 times larger than the second largest value (10)
relevent_experience has words of constant length

enrolled_university

numerical

Approximate Distinct Count	74
Approximate Unique (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	299.3 KB
Mean	2.2714
Minimum	0
Maximum	3
Zeros	3757
Zeros (%)	19.6%
Negatives	0
Negatives (%)	0.0%

enrolled_university is skewed left (γ1 = -1.1731)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	0
Q1	1
Median	3
Q3	3
95-th Percentile	3
Maximum	3
Range	3
IQR	2

Descriptive Statistics

Mean	2.2714
Standard Deviation	1.2234
Variance	1.4967
Sum	43515.3547
Skewness	-1.1731
Kurtosis	-0.5059
Coefficient of Variation	0.5386

enrolled_university is not normally distributed (p-value 1.7522392556958625e-23)

education_level

numerical

Approximate Distinct Count	72
Approximate Unique (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	299.3 KB
Mean	0.7068
Minimum	0
Maximum	4
Zeros	11598
Zeros (%)	60.5%
Negatives	0
Negatives (%)	0.0%

education_level is skewed right (γ1 = 1.1496)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	0
Q1	0
Median	0
Q3	2
95-th Percentile	2
Maximum	4
Range	4
IQR	2

Descriptive Statistics

Mean	0.7068
Standard Deviation	0.9902
Variance	0.9805
Sum	13540.8301
Skewness	1.1496
Kurtosis	0.4094
Coefficient of Variation	1.4009

education_level is not normally distributed (p-value 5.263001110827475e-22)

major_discipline

numerical

Approximate Distinct Count	285
Approximate Unique (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	299.3 KB
Mean	4.674
Minimum	0
Maximum	5.1678
Zeros	253
Zeros (%)	1.3%
Negatives	0
Negatives (%)	0.0%

major_discipline is skewed left (γ1 = -3.4253)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	2
Q1	5
Median	5
Q3	5
95-th Percentile	5
Maximum	5.1678
Range	5.1678
IQR	0

Descriptive Statistics

Mean	4.674
Standard Deviation	0.9457
Variance	0.8943
Sum	89544.1462
Skewness	-3.4253
Kurtosis	11.1344
Coefficient of Variation	0.2023

major_discipline is not normally distributed (p-value 6.898240018512645e-25)

major_discipline has 4666 outliers

experience

numerical

Approximate Distinct Count	40
Approximate Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	299.3 KB
Mean	12.9151
Minimum	0
Maximum	21
Zeros	549
Zeros (%)	2.9%
Negatives	0
Negatives (%)	0.0%

experience is skewed left (γ1 = -0.5112)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	1
Q1	7
Median	14
Q3	18
95-th Percentile	21
Maximum	21
Range	21
IQR	11

Descriptive Statistics

Mean	12.9151
Standard Deviation	6.5906
Variance	43.4361
Sum	247427.7266
Skewness	-0.5112
Kurtosis	-0.9442
Coefficient of Variation	0.5103

experience is not normally distributed (p-value 8.669049786828174e-11)

company_size

numerical

Approximate Distinct Count	516
Approximate Unique (%)	2.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	299.3 KB
Mean	3.0564
Minimum	0
Maximum	7
Zeros	1471
Zeros (%)	7.7%
Negatives	0
Negatives (%)	0.0%

company_size is skewed right (γ1 = 0.3793)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	0
Q1	2
Median	3.0099
Q3	4
95-th Percentile	7
Maximum	7
Range	7
IQR	2

Descriptive Statistics

Mean	3.0564
Standard Deviation	1.731
Variance	2.9963
Sum	58554.8156
Skewness	0.3793
Kurtosis	0.1957
Coefficient of Variation	0.5663

company_size is not normally distributed (p-value 1.5987691245995733e-16)

company_type

numerical

Approximate Distinct Count	583
Approximate Unique (%)	3.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	299.3 KB
Mean	4.274
Minimum	0
Maximum	5
Zeros	603
Zeros (%)	3.1%
Negatives	0
Negatives (%)	0.0%

company_type is skewed left (γ1 = -2.2177)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	1
Q1	4.0703
Median	5
Q3	5
95-th Percentile	5
Maximum	5
Range	5
IQR	0.9297

Descriptive Statistics

Mean	4.274
Standard Deviation	1.2587
Variance	1.5844
Sum	81881.6604
Skewness	-2.2177
Kurtosis	3.9305
Coefficient of Variation	0.2945

company_type is not normally distributed (p-value 2.779967477819714e-22)

company_type has 2125 outliers

last_new_job

numerical

Approximate Distinct Count	39
Approximate Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	299.3 KB
Mean	1.9212
Minimum	0
Maximum	6
Zeros	8040
Zeros (%)	42.0%
Negatives	0
Negatives (%)	0.0%

last_new_job is skewed right (γ1 = 0.7258)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	0
Q1	0
Median	1
Q3	4
95-th Percentile	6
Maximum	6
Range	6
IQR	4

Descriptive Statistics

Mean	1.9212
Standard Deviation	2.1493
Variance	4.6195
Sum	36806.2371
Skewness	0.7258
Kurtosis	-0.9129
Coefficient of Variation	1.1187

last_new_job is not normally distributed (p-value 1.4472874713434029e-18)

city_development_index

numerical

Approximate Distinct Count	93
Approximate Unique (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	299.3 KB
Mean	0.8288
Minimum	0.448
Maximum	0.949
Zeros	0
Zeros (%)	0.0%
Negatives	0
Negatives (%)	0.0%

city_development_index is skewed left (γ1 = -0.9953)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0.448
5-th Percentile	0.624
Q1	0.74
Median	0.903
Q3	0.92
95-th Percentile	0.926
Maximum	0.949
Range	0.501
IQR	0.18

Descriptive Statistics

Mean	0.8288
Standard Deviation	0.1234
Variance	0.01522
Sum	15879.07
Skewness	-0.9953
Kurtosis	-0.5387
Coefficient of Variation	0.1488

city_development_index is not normally distributed (p-value 9.917514244939198e-21)

city_development_index has 17 outliers

training_hours

numerical

Approximate Distinct Count	241
Approximate Unique (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	299.3 KB
Mean	65.3669
Minimum	1
Maximum	336
Zeros	0
Zeros (%)	0.0%
Negatives	0
Negatives (%)	0.0%

training_hours is skewed right (γ1 = 1.8191)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	1
5-th Percentile	7
Q1	23
Median	47
Q3	88
95-th Percentile	188
Maximum	336
Range	335
IQR	65

Descriptive Statistics

Mean	65.3669
Standard Deviation	60.0585
Variance	3607.0188
Sum	1.2523e+06
Skewness	1.8191
Kurtosis	3.8392
Coefficient of Variation	0.9188

training_hours is not normally distributed (p-value 0.0005325410999039795)

training_hours has 984 outliers

target

categorical

Approximate Distinct Count	2
Approximate Unique (%)	0.0%
Missing	0
Missing (%)	0.0%
Memory Size	1.2 MB

The largest value (0.0) is over 3.01 times larger than the second largest value (1.0)

Stats Pie Chart Word Cloud Word Frequency Word Length

Length

Mean	3
Standard Deviation	0
Median	3
Minimum	3
Maximum	3

Sample

1st row	1.0
2nd row	0.0
3rd row	0.0
4th row	1.0
5th row	0.0

Letter

Count	0
Lowercase Letter	0
Space Separator	0
Uppercase Letter	0
Dash Punctuation	0
Decimal Number	38316

The top 2 categories (0.0, 1.0) take over 50.0%

The largest value (00) is over 3.01 times larger than the second largest value (10)
target has words of constant length

Overview

Dataset Statistics

Dataset Insights

Variables

gender

Quantile Statistics

Descriptive Statistics

relevent_experience

Length

Sample

Letter

enrolled_university

Quantile Statistics

Descriptive Statistics

education_level

Quantile Statistics

Descriptive Statistics

major_discipline

Quantile Statistics

Descriptive Statistics

experience

Quantile Statistics

Descriptive Statistics

company_size

Quantile Statistics

Descriptive Statistics

company_type

Quantile Statistics

Descriptive Statistics

last_new_job

Quantile Statistics

Descriptive Statistics

city_development_index

Quantile Statistics

Descriptive Statistics

training_hours

Quantile Statistics

Descriptive Statistics

target

Length

Sample

Letter

Interactions

Correlations

Missing Values